Visual Question Answering

SBS Figures creates a massive, high-quality figure QA dataset via a novel stage-by-stage synthesis pipeline, enabling efficient pre-training of visual language models.

VisualLens leverages user visual history for personalized recommendations, improving state-of-the-art by 5-10% and exceeding GPT-4’s performance.

DynaMath, a novel benchmark, reveals that state-of-the-art VLMs struggle with variations of simple math problems, showcasing their reasoning fragility. It offers 501 high-quality seed questions, dyna…